Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
10.1145/1273404.1273408acmconferencesArticle/Chapter ViewAbstractPublication PageshpdcConference Proceedingsconference-collections
Article

Efficient processing of pathological images using the grid: computer-aided prognosis of neuroblastoma

Published: 25 June 2007 Publication History

Abstract

This paper presents a generalizable architecture for a grid-enabled biomedical imaging application, used for processing of pathological images for computer-aided prognosis. The presented architecture provides the scientists and developers a collaborative environment for management of remote image data and algorithm repositories and job execution over the grid. It is specifically designed for processing large-scale images in a distributed environment. In addition to the architecture, we also present its application to the computer-aided neuroblastoma prognosis as well as performance evaluation of the developed system using digitized pathological images.

References

[1]
W. Allcock, J. Bester, J. Bresnahan, A. Chervenak, L. Liming, S. Meder, and S. Tuecke. Gridftp protocol specification. GGF GridFTP Working Group Document, September 2002.
[2]
S. R. Amendolia, M. Brady, R. McClatchey, M. Mulet-Parada, M. Odeh, and T. Solomonides. Mammogrid: Large-scale distributed mammogram analysis. Proceedings of the 18th Medical Informatics Europe Conference, pages 194--199, May 2003.
[3]
E. Ball, D. W. Chadwick, and D. Mundy. Patient privacy in electronic prescription transfer. IEEE Security and Privacy, 1(2):77--80, 2003.
[4]
M. D. Beynon, T. M. Kurc, U. Catalyurek, C. Chang, A. Sussman, and J. Saltz. Distributed processing of very large datasets with datacutter. Parallel Computing, 27(11):1457--1478, 2001.
[5]
V. Breton, C. Blanchet, Y. Lagre, L. Maigne, and J. Montagnat. Grid technology for biomedical applications. Lecture Notes in Computer Science, 3402:204--218, April 2005.
[6]
R. Choy and A. Edelman. Parallel matlab: doing it right. Proceedings of the IEEE, 93(2):331--341, February 2005.
[7]
I. Foster and C. Kesselman. The Grid: Blueprint for a Newall Computing Infrastructure, 2nd Edition. Morgan Kaufmann, San Francisco, CA, 2004.
[8]
I. Foster, C. Kesselman, N. M. Jeffrey, and S. Tuecke. The physiology of the grid: An open grid services architecture for distributed systems integration. Technical Report, Argonne National Laboratory, 2002.
[9]
A. Giovanni, C. Massimo, F. Sandro, and M. Maria. Progengrid: a grid-enabled platform for bioinformatics. Proceedings of HealthGrid 2005, from Grid to Healthgrid, 112:113--126, 2005.
[10]
M. N. Gurcan, T. Pan, A. Sharma, T. Kurc, S. Oster, S. Langella, S. Hastings, K. M. Siddiqui, E. L. Siegel, and J. Saltz. Gridimage: A novel use of grid computing to support interactive human and computer-assisted detection decision support. Journal of Digital Imaging, in press.
[11]
M. N. Gurcan, T. Pan, H. Shimada, and J. Saltz. Image analysis for neuroblastoma classification: Segmentation of cell nuclei. Engineering in Medicine and Biology Society, 28th Annual International Conference of the IEEE, pages 4844--4847, August 2006.
[12]
S. Hastings. Introduce: Building strongly typed grid services. Grid World, September 2006.
[13]
J. Kong, H. Shimada, K. Boyer, J. Saltz, and M. Gurcan. Image analysis for automated assessment of grade of neuroblastic differentiation. IEEE International Symposium on Biomedical Imaging, Accepted, 2007.
[14]
The Mathworks, Natick, MA. Using Matlab, 1997.
[15]
L. Milanesi and I. Merelli. High performance grid based implementation for genomics and protein analysis. Studies in Health Technology and Informatics, 120:374--380, 2006.
[16]
T. Ojala, M. Pietikainen, and M. T. Multiresolution gray-scale and rotation invariant texture classification with local binary patterns. IEEE Transactions on Pattern Analysis and Machine Intelligence, 24(7):971--987, 2002.
[17]
D. Power, E. Politou, M. Slaymaker, and A. Simpson. Towards secure grid-enabled healthcare. Software Practice and Experience, 35(9):857--871, June 2005.
[18]
D. Power, E. Politou, M. Slaymaker, and A. Simpson. Towards secure grid-enabled healthcare. Software Practice and Experience, 35(9):857--871, June 2005.
[19]
O. Sertel, J. Kong, H. Shimada, U. Catalyurek, J. Saltz, and M. Gurcan. Multiresolution detection of stroma regions for neuroblastoma classification. IEEE International Conference on Image Processing (submitted), 2007.
[20]
H. Shimada, I. Ambros, L. Dehner, J. Hata, V. Joshi, and R. B. Terminology and morphologic criteria of neuroblastic tumors. American Cancer Society, 86(2):349--363, 1999.
[21]
D. Sulakhe, A. Rodriguez, M. D Souza, M. Wilde, V. Nefedova, I. Foster, and N. Maltsev. Gnare: automated system for high-throughput genome analysis with grid computational backend. Journal of Clinical Monitoring and Computing, 19(4-5):361--369, October 2005.
[22]
A. Tirado-Ramos and P. M. A. Sloot. A conceptual grid architecture for interactive biomedical applications. Proceedings of the 19th IEEE Symposium on Computer-Based Medical Systems, pages 762--767, 2006.

Cited By

View all
  • (2014)Biomedical image analysis on a cooperative cluster of GPUs and multicoresACM International Conference on Supercomputing 25th Anniversary Volume10.1145/2591635.2667189(413-423)Online publication date: 10-Jun-2014
  • (2009)Computer-aided evaluation of neuroblastoma on whole-slide histology imagesPattern Recognition10.1016/j.patcog.2008.10.03542:6(1080-1092)Online publication date: 1-Jun-2009
  • (2009)Computer-aided prognosis of neuroblastoma on whole-slide imagesPattern Recognition10.1016/j.patcog.2008.08.02742:6(1093-1103)Online publication date: 1-Jun-2009
  • Show More Cited By

Index Terms

  1. Efficient processing of pathological images using the grid: computer-aided prognosis of neuroblastoma

    Recommendations

    Comments

    Information & Contributors

    Information

    Published In

    cover image ACM Conferences
    CLADE '07: Proceedings of the 5th IEEE workshop on Challenges of large applications in distributed environments
    June 2007
    48 pages
    ISBN:9781595937148
    DOI:10.1145/1273404
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

    Sponsors

    Publisher

    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 25 June 2007

    Permissions

    Request permissions for this article.

    Check for updates

    Author Tags

    1. grid
    2. neuroblastoma

    Qualifiers

    • Article

    Conference

    HPDC07
    Sponsor:

    Contributors

    Other Metrics

    Bibliometrics & Citations

    Bibliometrics

    Article Metrics

    • Downloads (Last 12 months)2
    • Downloads (Last 6 weeks)1
    Reflects downloads up to 12 Jan 2025

    Other Metrics

    Citations

    Cited By

    View all
    • (2014)Biomedical image analysis on a cooperative cluster of GPUs and multicoresACM International Conference on Supercomputing 25th Anniversary Volume10.1145/2591635.2667189(413-423)Online publication date: 10-Jun-2014
    • (2009)Computer-aided evaluation of neuroblastoma on whole-slide histology imagesPattern Recognition10.1016/j.patcog.2008.10.03542:6(1080-1092)Online publication date: 1-Jun-2009
    • (2009)Computer-aided prognosis of neuroblastoma on whole-slide imagesPattern Recognition10.1016/j.patcog.2008.08.02742:6(1093-1103)Online publication date: 1-Jun-2009
    • (2008)Biomedical image analysis on a cooperative cluster of GPUs and multicoresProceedings of the 22nd annual international conference on Supercomputing10.1145/1375527.1375533(15-25)Online publication date: 7-Jun-2008

    View Options

    Login options

    View options

    PDF

    View or Download as a PDF file.

    PDF

    eReader

    View online with eReader.

    eReader

    Media

    Figures

    Other

    Tables

    Share

    Share

    Share this Publication link

    Share on social media